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TunLangModel_test1.9
Arbi-Houssem/TunLangModel_test1.9
TunLangModel_test1.9 is a automatic speech recognition model from Arbi-Houssem. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Jun 12, 2024
- Updated
- Jun 12, 2024
- SHA
- e5a95d01
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
Whisper Tunisien
This model is a fine-tuned version of openai/whisper-base on the Tunisian_dataset_STT-TTS15s_filtred1.0 dataset. It achieves the following results on the evaluation set:
- Loss: 4.7577
- Wer: 117.6907
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.5147 | 7.7519 | 500 | 3.1417 | 128.5618 |
| 0.0559 | 15.5039 | 1000 | 3.8111 | 132.5456 |
| 0.01 | 23.2558 | 1500 | 4.2115 | 120.1891 |
| 0.0029 | 31.0078 | 2000 | 4.4628 | 120.3916 |
| 0.0017 | 38.7597 | 2500 | 4.6127 | 111.2086 |
| 0.0011 | 46.5116 | 3000 | 4.6945 | 124.6455 |
| 0.0009 | 54.2636 | 3500 | 4.7426 | 113.3018 |
| 0.0009 | 62.0155 | 4000 | 4.7577 | 117.6907 |
Framework versions
- Transformers 4.42.0.dev0
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ar
- Created
- Jun 12, 2024
- Updated
- Jun 12, 2024